Rader et al. model spatial accessibility to COVID-19 vaccines in the US, identifying vaccine deserts where access was insufficient during the first phase of the rollout. Rural areas and medically vulnerable populations are found to have poorer access to vaccines, as are areas with higher proportions of Black, Hispanic and older residents.